The fire broke out this afternoon in a house from a cooking stove and soon spread to neighbouring households in Rapatpur village under Belghat police station area, police said.
The blaze killed a girl, Sudha and 35-year-old Ilaichi and left three others injured, police said. Over 50 houses were burnt in the fire.
The district officials are undertaking a relief operation at the village.
The revenue officials have reached the village to ascertain the exact loss in the fire, they said.